SRPB traveling subjects reproducibility analysis
Brian B. Avants
2024-02-21
ROI and tabSIMLR reproducibility in T1w and rsfMRI
overview
we use the SRPBS Traveling Subject MRI Dataset (here)
a traveling cohort : 9 healthy subjects travel to 12 sites to be imaged
of the 12 sites, 9 have consistently available T1w and rsfMRI in 6 subjects
sites represent variability in both MRI manufacturer and MRI model (high variability)
this enables us to investigate the reliability of our imaging-derived phenotypes (IDPs)
IDPs computed with ANTsPyMM (latest version)
we use the intraclass correlation coefficient (ICC) to assess consistency or reproducibility of the quantitative IDPs
the majority of IDPs show superior reliability
- joint reduction of IDPs with SiMLR improves reliability further
ANTsPyMM IDPs derived from the same subjects imaged at different sites with MRI from various manufacturers show overall high reliability. This provides empirical evidence that multiple modality MRI may be used to derive quantitative phenotypes on which predictive models may be based.
background
ICC
see this paper 10.1016/j.jcm.2016.02.012 for discussion of ICC
Cicchetti (1994) gives the following often quoted guidelines for interpretation for kappa or ICC inter-rater agreement measures:
- Less than 0.40—poor.
- Between 0.40 and 0.59—fair.
- Between 0.60 and 0.74—good.
- Between 0.75 and 1.00—excellent.
A different guideline is given by Koo and Li (2016):
- below 0.50: poor
- between 0.50 and 0.75: moderate
- between 0.75 and 0.90: good
- above 0.90: excellent
reliability of T1w data
see this analysis of freesurfer on T1w showing values from 0.81 - 0.88
reliability of fMRI data
Analysis
T1Hier_resnetGrade is a deep learning based method that
accurately predicts image quality in multi-site data.
Values range from 0 ( unusable ) to 3 ( best ) quality.
Demonstrate effect of subject vs effect of Scanner or Site
What is the variability of the measurement if we control for age alone?
mdl=(lm( outcome ~ age + Subject , data=dd ))
visreg::visreg( mdl, "Subject", gg=TRUE ) +
scale_color_brewer(palette = brewpal )
What is the reproducibility of the measurement if we control for age and scanner?
mdl=(lm( outcome ~ age + Subject + Scanner + 1 , data=dd ))
visreg::visreg( mdl, "Subject", gg=TRUE ) +
scale_color_brewer(palette = brewpal )
# grid.arrange( grobs = visreg::visreg( mdl, gg=TRUE ), ncol=1, main='reproducibility' )What is the reproducibility of the measurement if we control for site?
mdl=(lm( outcome ~ age + Subject + Site + 1 , data=dd ))
visreg::visreg( mdl, "Subject", gg=TRUE ) +
scale_color_brewer(palette = brewpal )
# grid.arrange( grobs = visreg::visreg( mdl, gg=TRUE ), ncol=1, main='reproducibility' )What is the effect of age if we control for the best confounds?
library(lme4)
mdl=(lm( outcome ~ age + Scanner + T1Hier_resnetGrade +(Subject), data=dd ))
# mdl=(lm( outcome ~ age +(Subject), data=dd ))
visreg::visreg( mdl, 'age', gg=TRUE, main="t=-7.4 vs t=-5.6" ) +
scale_color_brewer(palette = brewpal )
What is the reproducibility of the measurement if we control for motion?
mdl=(lm( outcome ~ age + Subject + Scanner + 1 , data=dd ))
grid.arrange( grobs = visreg::visreg( mdl, gg=TRUE ), ncol=1, main='reproducibility' )
ICC(2,k) (Two-Way Random, Absolute Agreement, Average Measures): This version is used when the raters (or measurement devices) are considered random samples from a larger population of raters and you want to generalize your findings to this broader context. It’s appropriate when different imaging sites might use different equipment or personnel, and you wish to assess the reliability of measurements across these variable conditions.
Both of these ICC types use the ‘k’ form, which means that the reliability is assessed based on the average of multiple measurements (in this case, multiple imaging sessions or sites), which generally provides a more robust and stable estimate of reliability.
Summmary reliability data by Scanner
myrel = reli_stats( "outcome", "Scanner", "Subject", data=dd )
print( myrel)##
## Coefficient of Variation (%): 14.3
## Standard Error of Measurement (SEM): 0.0438
## Standard Error of the Estimate (SEE): 0.00589
## Standard Error of Prediction (SEP): 0.109
##
## Intraclass Correlation Coefficients with 95 % C.I.
## Model Measures Type ICC Lower CI Upper CI
## 1 one-way random Agreement ICC1 -0.018421 -0.1436 0.3309
## 2 two-way random Agreement ICC2 0.002609 -0.1194 0.3418
## 3 two-way fixed Consistency ICC3 0.002909 -0.1352 0.3669
## 4 one-way random Avg. Agreement ICC1k -0.099430 -1.6884 0.7120
## 5 two-way random Avg. Agreement ICC2k 0.012911 -1.1433 0.7220
## 6 two-way fixed Avg. Consistency ICC3k 0.014380 -1.4721 0.7434plot( myrel )
Summmary reliability data by Site
myrel = reli_stats( "outcome", "Site", "Subject", data=dd )
print( myrel)##
## Coefficient of Variation (%): 13.8
## Standard Error of Measurement (SEM): 0.0423
## Standard Error of the Estimate (SEE): 0.0173
## Standard Error of Prediction (SEP): 0.147
##
## Intraclass Correlation Coefficients with 95 % C.I.
## Model Measures Type ICC Lower CI Upper CI
## 1 one-way random Agreement ICC1 -0.003061 -0.06771 0.2269
## 2 two-way random Agreement ICC2 0.012256 -0.05079 0.2365
## 3 two-way fixed Consistency ICC3 0.014209 -0.05978 0.2650
## 4 one-way random Avg. Agreement ICC1k -0.028243 -1.32955 0.7254
## 5 two-way random Avg. Agreement ICC2k 0.100455 -0.76986 0.7360
## 6 two-way fixed Avg. Consistency ICC3k 0.114828 -1.03112 0.7644plot( myrel )
Site-wise reliability: pairwise comparison rsfMRI_fcnxpro122_DefaultA_2_DefaultA
- two-way agreement average
## Warning in qf(1 - alpha/2, v, ns - 1): qbeta(a, *) =: x0 with |pbeta(x0,*) -
## alpha| = 0.0010269 is not accurate
## Warning in qf(1 - alpha/2, v, ns - 1): qbeta(a, *) =: x0 with |pbeta(x0,*) -
## alpha| = 0.0010269 is not accurate
Summmary reliability data by Site
##
## Coefficient of Variation (%): 2.65
## Standard Error of Measurement (SEM): 0.038
## Standard Error of the Estimate (SEE): 0.122
## Standard Error of Prediction (SEP): 0.197
##
## Intraclass Correlation Coefficients with 95 % C.I.
## Model Measures Type ICC Lower CI Upper CI
## 1 one-way random Agreement ICC1 0.3332 0.1368 0.6851
## 2 two-way random Agreement ICC2 0.3647 0.1593 0.7015
## 3 two-way fixed Consistency ICC3 0.6340 0.4090 0.8720
## 4 one-way random Avg. Agreement ICC1k 0.8181 0.5878 0.9514
## 5 two-way random Avg. Agreement ICC2k 0.8378 0.6304 0.9549
## 6 two-way fixed Avg. Consistency ICC3k 0.9397 0.8617 0.9840
##
## [1] "T1Hier_thk_LRAVG_rostral_middle_frontaldktcortex"
##
## Coefficient of Variation (%): 55.1
## Standard Error of Measurement (SEM): 0.0541
## Standard Error of the Estimate (SEE): 0.0356
## Standard Error of Prediction (SEP): 0.182
##
## Intraclass Correlation Coefficients with 95 % C.I.
## Model Measures Type ICC Lower CI Upper CI
## 1 one-way random Agreement ICC1 0.03040 -0.05067 0.2969
## 2 two-way random Agreement ICC2 0.03721 -0.04301 0.3009
## 3 two-way fixed Consistency ICC3 0.03972 -0.04675 0.3159
## 4 one-way random Avg. Agreement ICC1k 0.22006 -0.76700 0.7917
## 5 two-way random Avg. Agreement ICC2k 0.25808 -0.59021 0.7948
## 6 two-way fixed Avg. Consistency ICC3k 0.27130 -0.67208 0.8060
##
## [1] "rsfMRI_fcnxpro122_ContA_2_SalVentAttnB"
##
## Coefficient of Variation (%): 42.1
## Standard Error of Measurement (SEM): 0.0692
## Standard Error of the Estimate (SEE): 0.0329
## Standard Error of Prediction (SEP): 0.244
##
## Intraclass Correlation Coefficients with 95 % C.I.
## Model Measures Type ICC Lower CI Upper CI
## 1 one-way random Agreement ICC1 -0.004065 -0.06821 0.2247
## 2 two-way random Agreement ICC2 0.015243 -0.04671 0.2366
## 3 two-way fixed Consistency ICC3 0.018433 -0.05765 0.2737
## 4 one-way random Avg. Agreement ICC1k -0.037815 -1.35124 0.7229
## 5 two-way random Avg. Agreement ICC2k 0.122275 -0.67116 0.7361
## 6 two-way fixed Avg. Consistency ICC3k 0.144576 -0.96286 0.7723
##
## [1] "rsfMRI_fcnxpro122_VisPeri_2_DefaultC"
##
## Coefficient of Variation (%): 111
## Standard Error of Measurement (SEM): 0.0537
## Standard Error of the Estimate (SEE): 0.102
## Standard Error of Prediction (SEP): 0.203
##
## Intraclass Correlation Coefficients with 95 % C.I.
## Model Measures Type ICC Lower CI Upper CI
## 1 one-way random Agreement ICC1 0.2985 0.1117 0.6550
## 2 two-way random Agreement ICC2 0.3050 0.1217 0.6567
## 3 two-way fixed Consistency ICC3 0.3329 0.1340 0.6857
## 4 one-way random Avg. Agreement ICC1k 0.7929 0.5308 0.9447
## 5 two-way random Avg. Agreement ICC2k 0.7980 0.5551 0.9451
## 6 two-way fixed Avg. Consistency ICC3k 0.8179 0.5821 0.9515
##
## [1] "rsfMRI_fcnxpro122_DefaultB_2_ContA"
##
## Coefficient of Variation (%): -86.9
## Standard Error of Measurement (SEM): 0.0738
## Standard Error of the Estimate (SEE): 0.0557
## Standard Error of Prediction (SEP): 0.249
##
## Intraclass Correlation Coefficients with 95 % C.I.
## Model Measures Type ICC Lower CI Upper CI
## 1 one-way random Agreement ICC1 0.04461 -0.04325 0.3243
## 2 two-way random Agreement ICC2 0.05013 -0.03697 0.3273
## 3 two-way fixed Consistency ICC3 0.05288 -0.03989 0.3404
## 4 one-way random Avg. Agreement ICC1k 0.29591 -0.59516 0.8120
## 5 two-way random Avg. Agreement ICC2k 0.32203 -0.47242 0.8141
## 6 two-way fixed Avg. Consistency ICC3k 0.33444 -0.52720 0.8229
##
## [1] "rsfMRI_fcnxpro122_VisCent_2_ContB"Site-wise reliability
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
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## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## anat icc
## 296 fcnxpro122_SalVentAttnA_2_DefaultA 0.3002853
## 331 fcnxpro122_DorsAttnA_2_ContC 0.4833341
## 326 fcnxpro122_DorsAttnB_2_VisCent 0.7570984
## 103 vol_r_iiicerebellum 0.8802188
## 13 vol_LRAVG_medial_orbitofrontaldktcortex 0.9010394
## 104 vol_r_ivcerebellum 0.9599966
a special section for discerning the reproducibility among different rsfMRI runs
## 0...0...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 0...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
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## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
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## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
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## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
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## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
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## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
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## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
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## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
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## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
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## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
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## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 7...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
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## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 9...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 9...9...9...9...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 9...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 9...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 9...9...9...9...9...9...9...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 10...10...10...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 10...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 10...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 10...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 10...10...10...10...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 10...10...10...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 11...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 11...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 11...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 11...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 11...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 11...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 11...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 11...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 11...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 11...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 11...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 11...11...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 11...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 12...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 12...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 12...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 12...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 12...12...12...12...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 12...12...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 12...12...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 12...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 12...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 13...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 13...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 13...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 13...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 13...13...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 13...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 13...13...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 13...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 13...13...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 13...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 14...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 14...14...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 14...14...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 14...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 14...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 14...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 14...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 14...14...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 14...14...14...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 15...15...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 15...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 15...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 15...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 15...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 15...15...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 15...15...15...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 15...15...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 16...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 16...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 16...16...16...16...16...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 16...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 16...16...16...16...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 16...16...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 17...17...17...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 17...17...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 17...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 17...17...17...17...17...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 17...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 17...18...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 18...18...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 18...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 18...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 18...18...18...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 18...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 18...18...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 18...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 18...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 18...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 19...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 19...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 19...19...19...19...19...19...19...19...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 19...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 19...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 19...20...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 20...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 20...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 20...20...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 20...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 20...20...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 20...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 20...20...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 20...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 20...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 20...21...21...21...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 21...21...21...21...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 21...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 21...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 21...21...21...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 21...22...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 22...22...22...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 22...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 22...22...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 22...22...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 22...22...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 22...22...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 22...23...23...23...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 23...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 23...23...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 23...23...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 23...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 23...23...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 23...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 23...24...24...24...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 24...24...24...24...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 24...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 24...24...24...24...24...24...25...25...25...25...25...25...25...25...25...25...25...25...25...26...26...26...26...26...26...26...26...26...26...26...26...26...26...27...27...27...27...27...27...27...27...27...27...27...27...27...28...28...28...28...28...28...28...28...28...28...28...28...28...28...29...29...29...29...29...29...29...29...29...29...29...29...29...30...30...30...30...30...30...30...30...30...30...30...30...30...30...31...31...31...31...31...31...31...31...31...31...31...31...31...32...32...32...32...32...32...32...32...32...32...32...32...32...32...33...33...33...33...33...33...33...33...33...33...33...33...33...34...34...34...34...34...34...34...34...34...34...34...34...34...34...35...35...35...35...35...35...35...35...35...35...35...35...35...36...36...36...36...36...36...36...36...36...36...36...36...36...36...37...37...37...37...37...37...37...37...37...37...37...37...37...38...38...38...38...38...38...38...38...38...38...38...38...38...38...39...39...39...39...39...39...39...39...39...39...39...39...39...39...40...40...40...40...40...40...40...40...40...40...40...40...40...41...41...41...41...41...41...41...41...41...41...41...41...41...41...42...42...42...42...42...42...42...42...42...42...42...42...42...43...43...43...43...43...43...43...43...43...43...43...43...43...43...44...44...44...44...44...44...44...44...44...44...44...44...44...45...45...45...45...45...45...45...45...45...45...45...45...45...45...46...46...46...46...46...46...46...46...46...46...46...46...46...47...47...47...47...47...47...47...47...47...47...47...47...47...47...48...48...48...48...48...48...48...48...48...48...48...48...48...49...49...49...49...49...49...49...49...49...49...49...49...49...49...50...50...50...50...50...50...50...50...50...50...50...50...50...51...51...51...51...51...51...51...51...51...51...51...51...51...51...52...52...52...52...52...52...52...52...52...52...52...52...52...53...53...53...53...53...53...53...53...53...53...53...53...53...53...54...54...54...54...54...54...54...54...54...54...54...54...54...55...55...55...55...55...55...55...55...55...55...55...55...55...55...56...56...56...56...56...56...56...56...56...56...56...56...56...57...57...57...57...57...57...57...57...57...57...57...57...57...57...58...58...58...58...58...58...58...58...58...58...58...58...58...59...59...59...59...59...59...59...59...59...59...59...59...59...59...60...60...60...60...60...60...60...60...60...60...60...60...60...61...61...61...61...61...61...61...61...61...61...61...61...61...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 61...62...62...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 62...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 62...62...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 62...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 62...62...62...62...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 62...62...62...62...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 63...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced
## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 63...63...63...63...63...63...63...63...63...63...63...63...64...64...64...64...64...64...64...64...64...64...64...64...64...64...65...65...65...65...65...65...65...65...65...65...65...65...65...66...66...66...66...66...66...66...66...66...66...66...66...66...66...67...67...67...67...67...67...67...67...67...67...67...67...67...68...68...68...68...68...68...68...68...68...68...68...68...68...68...69...69...69...69...69...69...69...69...69...69...69...69...69...70...70...70...70...70...70...70...70...70...70...70...70...70...70...71...71...71...71...71...71...71...71...71...71...71...71...71...72...72...72...72...72...72...72...72...72...72...72...72...72...72...73...73...73...73...73...73...73...73...73...73...73...73...73...74...74...74...74...74...74...74...74...74...74...74...74...74...74...75...75...75...75...75...75...75...75...75...75...75...75...75...76...76...76...76...76...76...76...76...76...76...76...76...76...76...77...77...77...77...77...77...77...77...77...77...77...77...77...78...78...78...78...78...78...78...78...78...78...78...78...78...78...79...79...79...79...79...79...79...79...79...79...79...79...79...80...80...80...80...80...80...80...80...80...80...80...80...80...80...81...81...81...81...81...81...81...81...81...81...81...81...81...82...82...82...82...82...82...82...82...82...82...82...82...82...82...83...83...83...83...83...83...83...83...83...83...83...83...83...84...84...84...84...84...84...84...84...84...84...84...84...84...84...85...85...85...85...85...85...85...85...85...85...85...85...85...86...86...86...86...86...86...86...86...86...86...86...86...86...86...87...87...87...87...87...87...87...87...87...87...87...87...87...88...88...88...88...88...88...88...88...88...88...88...88...88...88...89...89...89...89...89...89...89...89...89...89...89...89...89...89...90...90...90...90...90...90...90...90...90...90...90...90...90...91...91...91...91...91...91...91...91...91...91...91...91...91...91...92...92...92...92...92...92...92...92...92...92...92...92...92...93...93...93...93...93...93...93...93...93...93...93...93...93...93...94...94...94...94...94...94...94...94...94...94...94...94...94...95...95...95...95...95...95...95...95...95...95...95...95...95...95...96...96...96...96...96...96...96...96...96...96...96...96...96...97...97...97...97...97...97...97...97...97...97...97...97...97...97...98...98...98...98...98...98...98...98...98...98...98...98...98...99...99...99...99...99...99...99...99...99...99...99...99...99...99...100...100...100...100...100...100...## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## 100...## run icc
## 1 122 0.4690706
## 2 129 0.3581964
## 3 134 0.4870339## run icc
## 1 122 0.4570062
## 2 129 0.3599787
## 3 134 0.4809181## type icc
## 1 alf 0.4774556
## 2 cnx 0.4374677
## 3 flf 0.4774556## run type icc
## 1 122 alf 0.5438029
## 2 129 alf 0.3477257
## 3 134 alf 0.5293044
## 4 122 cnx 0.4570062
## 5 129 cnx 0.3599787
## 6 134 cnx 0.4809181
## 7 122 flf 0.5438029
## 8 129 flf 0.3477257
## 9 134 flf 0.5293044## anat icc run type
## 328 rsfMRI_fcnxpro122_ContB_2_DefaultA 0.902903767 122 cnx
## 330 rsfMRI_fcnxpro134_ContB_2_DefaultA 0.899004230 134 cnx
## 892 rsfMRI_fcnxpro122_VisCent_2_ContC 0.892653241 122 cnx
## 232 rsfMRI_fcnxpro122_DefaultA_2_ContB 0.892161905 122 cnx
## 538 rsfMRI_fcnxpro122_SalVentAttnB_2_ContB 0.887736830 122 cnx
## 234 rsfMRI_fcnxpro134_DefaultA_2_ContB 0.886229415 134 cnx
## 565 rsfMRI_fcnxpro122_SalVentAttnB_2_SomMotA 0.873147174 122 cnx
## 616 rsfMRI_fcnxpro122_SalVentAttnA_2_SomMotA 0.871493854 122 cnx
## 675 rsfMRI_fcnxpro134_DorsAttnB_2_VisCent 0.864987565 134 cnx
## 805 rsfMRI_fcnxpro122_SomMotA_2_SalVentAttnB 0.858333585 122 cnx
## 316 rsfMRI_fcnxpro122_ContC_2_VisCent 0.853828481 122 cnx
## 261 rsfMRI_fcnxpro134_DefaultA_2_SomMotA 0.850129909 134 cnx
## 915 rsfMRI_fcnxpro134_VisCent_2_DorsAttnB 0.847377977 134 cnx
## 235 rsfMRI_fcnxpro122_DefaultA_2_ContA 0.842598262 122 cnx
## 540 rsfMRI_fcnxpro134_SalVentAttnB_2_ContB 0.836114002 134 cnx
## 894 rsfMRI_fcnxpro134_VisCent_2_ContC 0.828518018 134 cnx
## 184 rsfMRI_fcnxpro122_DefaultB_2_ContA 0.823003204 122 cnx
## 135 rsfMRI_fcnxpro134_DefaultC_2_ContA 0.819905875 134 cnx
## 375 rsfMRI_fcnxpro134_ContA_2_DefaultC 0.818842240 134 cnx
## 153 rsfMRI_fcnxpro134_DefaultC_2_DorsAttnA 0.814049219 134 cnx
## 346 rsfMRI_fcnxpro122_ContB_2_SalVentAttnB 0.813047193 122 cnx
## 379 rsfMRI_fcnxpro122_ContA_2_DefaultA 0.812982712 122 cnx
## 237 rsfMRI_fcnxpro134_DefaultA_2_ContA 0.811891041 134 cnx
## 376 rsfMRI_fcnxpro122_ContA_2_DefaultB 0.810804481 122 cnx
## 618 rsfMRI_fcnxpro134_SalVentAttnA_2_SomMotA 0.809155165 134 cnx
## 186 rsfMRI_fcnxpro134_DefaultB_2_ContA 0.804686278 134 cnx
## 681 rsfMRI_fcnxpro134_DorsAttnA_2_DefaultC 0.802652860 134 cnx
## 906 rsfMRI_fcnxpro134_VisCent_2_LimbicB 0.802118844 134 cnx
## 405 rsfMRI_fcnxpro134_ContA_2_DorsAttnB 0.801459458 134 cnx
## 381 rsfMRI_fcnxpro134_ContA_2_DefaultA 0.800469738 134 cnx
## 522 rsfMRI_fcnxpro134_LimbicB_2_VisCent 0.791519691 134 cnx
## 318 rsfMRI_fcnxpro134_ContC_2_VisCent 0.789857988 134 cnx
## 118 rsfMRI_fcnxpro122_DefaultC_2_DefaultC 0.788938974 122 cnx
## 274 rsfMRI_fcnxpro122_ContC_2_DefaultB 0.788011221 122 cnx
## 581 rsfMRI_fcnxpro129_SalVentAttnA_2_DefaultB 0.782272991 129 cnx
## 130 rsfMRI_fcnxpro122_DefaultC_2_ContB 0.777645652 122 cnx
## 567 rsfMRI_fcnxpro134_SalVentAttnB_2_SomMotA 0.775775597 134 cnx
## 789 rsfMRI_fcnxpro134_SomMotA_2_DefaultA 0.774815482 134 cnx
## 808 rsfMRI_fcnxpro122_SomMotA_2_SalVentAttnA 0.774509167 122 cnx
## 151 rsfMRI_fcnxpro122_DefaultC_2_DorsAttnA 0.772685807 122 cnx
## 738 rsfMRI_fcnxpro134_SomMotB_2_DefaultA 0.772404763 134 cnx
## 133 rsfMRI_fcnxpro122_DefaultC_2_ContA 0.765820392 122 cnx
## 665 rsfMRI_fcnxpro129_DorsAttnB_2_SomMotB 0.761519583 129 cnx
## 558 rsfMRI_fcnxpro134_SalVentAttnB_2_DorsAttnB 0.759434513 134 cnx
## 673 rsfMRI_fcnxpro122_DorsAttnB_2_VisCent 0.757098357 122 cnx
## 350 rsfMRI_fcnxpro129_ContB_2_SalVentAttnA 0.756819957 129 cnx
## 628 rsfMRI_fcnxpro122_DorsAttnB_2_DefaultC 0.754563879 122 cnx
## 322 rsfMRI_fcnxpro122_ContB_2_DefaultC 0.751431341 122 cnx
## 807 rsfMRI_fcnxpro134_SomMotA_2_SalVentAttnB 0.749386697 134 cnx
## 96 rsfMRI_fcnxpro134_TempPar_2_SalVentAttnA 0.748397365 134 cnx
## 121 rsfMRI_fcnxpro122_DefaultC_2_DefaultB 0.746917195 122 cnx
## 652 rsfMRI_fcnxpro122_DorsAttnB_2_SalVentAttnB 0.745723072 122 cnx
## 197 rsfMRI_fcnxpro129_DefaultB_2_SalVentAttnA 0.744269943 129 cnx
## 679 rsfMRI_fcnxpro122_DorsAttnA_2_DefaultC 0.743893117 122 cnx
## 576 rsfMRI_fcnxpro134_SalVentAttnA_2_TempPar 0.743106690 134 cnx
## 373 rsfMRI_fcnxpro122_ContA_2_DefaultC 0.742559227 122 cnx
## 736 rsfMRI_fcnxpro122_SomMotB_2_DefaultA 0.741736415 122 cnx
## 348 rsfMRI_fcnxpro134_ContB_2_SalVentAttnB 0.736745048 134 cnx
## 724 rsfMRI_fcnxpro122_DorsAttnA_2_VisCent 0.736379346 122 cnx
## 822 rsfMRI_fcnxpro134_SomMotA_2_SomMotA 0.736148879 134 cnx
## 194 rsfMRI_fcnxpro129_DefaultB_2_SalVentAttnB 0.736116960 129 cnx
## 32 rsfMRI_fcnxpro129_SalVentAttnB_mean 0.734772736 129 cnx
## 962 rsfMRI_fcnxpro129_SalVentAttnB_mean 0.734772736 129 flf
## 1025 rsfMRI_fcnxpro129_SalVentAttnB_mean 0.734772736 129 alf
## 521 rsfMRI_fcnxpro129_LimbicB_2_VisCent 0.734102136 129 cnx
## 726 rsfMRI_fcnxpro134_DorsAttnA_2_VisCent 0.730943325 134 cnx
## 645 rsfMRI_fcnxpro134_DorsAttnB_2_ContA 0.730066542 134 cnx
## 148 rsfMRI_fcnxpro122_DefaultC_2_DorsAttnB 0.728207055 122 cnx
## 913 rsfMRI_fcnxpro122_VisCent_2_DorsAttnB 0.728132312 122 cnx
## 169 rsfMRI_fcnxpro122_DefaultB_2_DefaultC 0.726902761 122 cnx
## 378 rsfMRI_fcnxpro134_ContA_2_DefaultB 0.726174113 134 cnx
## 374 rsfMRI_fcnxpro129_ContA_2_DefaultC 0.724303474 129 cnx
## 590 rsfMRI_fcnxpro129_SalVentAttnA_2_ContB 0.720408145 129 cnx
## 530 rsfMRI_fcnxpro129_SalVentAttnB_2_DefaultB 0.718711318 129 cnx
## 276 rsfMRI_fcnxpro134_ContC_2_DefaultB 0.717969223 134 cnx
## 403 rsfMRI_fcnxpro122_ContA_2_DorsAttnB 0.717761439 122 cnx
## 120 rsfMRI_fcnxpro134_DefaultC_2_DefaultC 0.717303133 134 cnx
## 231 rsfMRI_fcnxpro134_DefaultA_2_ContC 0.716504476 134 cnx
## 258 rsfMRI_fcnxpro134_DefaultA_2_SomMotB 0.715951845 134 cnx
## 33 rsfMRI_fcnxpro134_SalVentAttnB_mean 0.715233871 134 cnx
## 963 rsfMRI_fcnxpro134_SalVentAttnB_mean 0.715233871 134 flf
## 1026 rsfMRI_fcnxpro134_SalVentAttnB_mean 0.715233871 134 alf
## 479 rsfMRI_fcnxpro129_LimbicB_2_DefaultB 0.713405847 129 cnx
## 480 rsfMRI_fcnxpro134_LimbicB_2_DefaultB 0.712379602 134 cnx
## 615 rsfMRI_fcnxpro134_SalVentAttnA_2_SomMotB 0.709839499 134 cnx
## 303 rsfMRI_fcnxpro134_ContC_2_DorsAttnB 0.705142655 134 cnx
## 918 rsfMRI_fcnxpro134_VisCent_2_DorsAttnA 0.704204352 134 cnx
## 654 rsfMRI_fcnxpro134_DorsAttnB_2_SalVentAttnB 0.704136304 134 cnx
## 390 rsfMRI_fcnxpro134_ContA_2_ContA 0.704129967 134 cnx
## 759 rsfMRI_fcnxpro134_SomMotB_2_SalVentAttnA 0.702249957 134 cnx
## 280 rsfMRI_fcnxpro122_ContC_2_ContC 0.700888254 122 cnx
## 134 rsfMRI_fcnxpro129_DefaultC_2_ContA 0.697133028 129 cnx
## 478 rsfMRI_fcnxpro122_LimbicB_2_DefaultB 0.696883110 122 cnx
## 534 rsfMRI_fcnxpro134_SalVentAttnB_2_DefaultA 0.696168089 134 cnx
## 757 rsfMRI_fcnxpro122_SomMotB_2_SalVentAttnA 0.695892970 122 cnx
## 259 rsfMRI_fcnxpro122_DefaultA_2_SomMotA 0.691555726 122 cnx
## 317 rsfMRI_fcnxpro129_ContC_2_VisCent 0.691412165 129 cnx
## 94 rsfMRI_fcnxpro122_TempPar_2_SalVentAttnA 0.691256171 122 cnx
## 809 rsfMRI_fcnxpro129_SomMotA_2_SalVentAttnA 0.691028880 129 cnx
## 40 rsfMRI_fcnxpro122_DorsAttnA_mean 0.690665991 122 cnx
## 970 rsfMRI_fcnxpro122_DorsAttnA_mean 0.690665991 122 flf
## 1033 rsfMRI_fcnxpro122_DorsAttnA_mean 0.690665991 122 alf
## 898 rsfMRI_fcnxpro122_VisCent_2_ContA 0.690511519 122 cnx
## 552 rsfMRI_fcnxpro134_SalVentAttnB_2_SalVentAttnB 0.689672186 134 cnx
## 246 rsfMRI_fcnxpro134_DefaultA_2_SalVentAttnB 0.689480382 134 cnx
## 556 rsfMRI_fcnxpro122_SalVentAttnB_2_DorsAttnB 0.689045836 122 cnx
## 178 rsfMRI_fcnxpro122_DefaultB_2_ContC 0.688050693 122 cnx
## 16 rsfMRI_fcnxpro122_ContC_mean 0.687828503 122 cnx
## 946 rsfMRI_fcnxpro122_ContC_mean 0.687828503 122 flf
## 1009 rsfMRI_fcnxpro122_ContC_mean 0.687828503 122 alf
## 574 rsfMRI_fcnxpro122_SalVentAttnA_2_TempPar 0.686278523 122 cnx
## 613 rsfMRI_fcnxpro122_SalVentAttnA_2_SomMotB 0.685805088 122 cnx
## 771 rsfMRI_fcnxpro134_SomMotB_2_SomMotA 0.685500494 134 cnx
## 196 rsfMRI_fcnxpro122_DefaultB_2_SalVentAttnA 0.683527261 122 cnx
## 820 rsfMRI_fcnxpro122_SomMotA_2_SomMotA 0.683214996 122 cnx
## 756 rsfMRI_fcnxpro134_SomMotB_2_SalVentAttnB 0.678799007 134 cnx
## 388 rsfMRI_fcnxpro122_ContA_2_ContA 0.678675296 122 cnx
## 696 rsfMRI_fcnxpro134_DorsAttnA_2_ContA 0.678409944 134 cnx
## 331 rsfMRI_fcnxpro122_ContB_2_ContC 0.678032745 122 cnx
## 428 rsfMRI_fcnxpro129_LimbicA_2_DefaultB 0.676923296 129 cnx
## 893 rsfMRI_fcnxpro129_VisCent_2_ContC 0.676023242 129 cnx
## 92 rsfMRI_fcnxpro129_TempPar_2_SalVentAttnB 0.672725286 129 cnx
## 905 rsfMRI_fcnxpro129_VisCent_2_LimbicB 0.672255183 129 cnx
## 334 rsfMRI_fcnxpro122_ContB_2_ContB 0.671122729 122 cnx
## 385 rsfMRI_fcnxpro122_ContA_2_ContB 0.670612370 122 cnx
## 630 rsfMRI_fcnxpro134_DorsAttnB_2_DefaultC 0.669824537 134 cnx
## 643 rsfMRI_fcnxpro122_DorsAttnB_2_ContA 0.669142111 122 cnx
## 180 rsfMRI_fcnxpro134_DefaultB_2_ContC 0.668983661 134 cnx
## 31 rsfMRI_fcnxpro122_SalVentAttnB_mean 0.667500041 122 cnx
## 961 rsfMRI_fcnxpro122_SalVentAttnB_mean 0.667500041 122 flf
## 1024 rsfMRI_fcnxpro122_SalVentAttnB_mean 0.667500041 122 alf
## 408 rsfMRI_fcnxpro134_ContA_2_DorsAttnA 0.667140492 134 cnx
## 864 rsfMRI_fcnxpro134_VisPeri_2_DorsAttnB 0.662219790 134 cnx
## 230 rsfMRI_fcnxpro129_DefaultA_2_ContC 0.659848289 129 cnx
## 580 rsfMRI_fcnxpro122_SalVentAttnA_2_DefaultB 0.658664984 122 cnx
## 279 rsfMRI_fcnxpro134_ContC_2_DefaultA 0.657177513 134 cnx
## 301 rsfMRI_fcnxpro122_ContC_2_DorsAttnB 0.656813643 122 cnx
## 150 rsfMRI_fcnxpro134_DefaultC_2_DorsAttnB 0.653281946 134 cnx
## 39 rsfMRI_fcnxpro134_DorsAttnB_mean 0.651902348 134 cnx
## 969 rsfMRI_fcnxpro134_DorsAttnB_mean 0.651902348 134 flf
## 1032 rsfMRI_fcnxpro134_DorsAttnB_mean 0.651902348 134 alf
## 236 rsfMRI_fcnxpro129_DefaultA_2_ContA 0.651678336 129 cnx
## 916 rsfMRI_fcnxpro122_VisCent_2_DorsAttnA 0.651281321 122 cnx
## 54 rsfMRI_fcnxpro134_VisCent_mean 0.650418141 134 cnx
## 984 rsfMRI_fcnxpro134_VisCent_mean 0.650418141 134 flf
## 1047 rsfMRI_fcnxpro134_VisCent_mean 0.650418141 134 alf
## 637 rsfMRI_fcnxpro122_DorsAttnB_2_ContC 0.648785798 122 cnx
## 564 rsfMRI_fcnxpro134_SalVentAttnB_2_SomMotB 0.647643254 134 cnx
## 725 rsfMRI_fcnxpro129_DorsAttnA_2_VisCent 0.644858783 129 cnx
## 354 rsfMRI_fcnxpro134_ContB_2_DorsAttnB 0.644246188 134 cnx
## 787 rsfMRI_fcnxpro122_SomMotA_2_DefaultA 0.643024385 122 cnx
## 175 rsfMRI_fcnxpro122_DefaultB_2_DefaultA 0.641875179 122 cnx
## 639 rsfMRI_fcnxpro134_DorsAttnB_2_ContC 0.640704539 134 cnx
## 929 rsfMRI_fcnxpro129_VisCent_2_VisCent 0.640319600 129 cnx
## 672 rsfMRI_fcnxpro134_DorsAttnB_2_VisPeri 0.640261824 134 cnx
## 229 rsfMRI_fcnxpro122_DefaultA_2_ContC 0.640206548 122 cnx
## 190 rsfMRI_fcnxpro122_DefaultB_2_LimbicB 0.640141516 122 cnx
## 73 rsfMRI_fcnxpro122_TempPar_2_DefaultA 0.639926775 122 cnx
## 337 rsfMRI_fcnxpro122_ContB_2_ContA 0.639225181 122 cnx
## 42 rsfMRI_fcnxpro134_DorsAttnA_mean 0.638544650 134 cnx
## 972 rsfMRI_fcnxpro134_DorsAttnA_mean 0.638544650 134 flf
## 1035 rsfMRI_fcnxpro134_DorsAttnA_mean 0.638544650 134 alf
## 623 rsfMRI_fcnxpro129_SalVentAttnA_2_VisCent 0.635595922 129 cnx
## 223 rsfMRI_fcnxpro122_DefaultA_2_DefaultB 0.634626243 122 cnx
## 582 rsfMRI_fcnxpro134_SalVentAttnA_2_DefaultB 0.634553355 134 cnx
## 849 rsfMRI_fcnxpro134_VisPeri_2_ContA 0.629819947 134 cnx
## 256 rsfMRI_fcnxpro122_DefaultA_2_SomMotB 0.628934496 122 cnx
## 715 rsfMRI_fcnxpro122_DorsAttnA_2_SomMotB 0.628482472 122 cnx
## 192 rsfMRI_fcnxpro134_DefaultB_2_LimbicB 0.628081535 134 cnx
## 810 rsfMRI_fcnxpro134_SomMotA_2_SalVentAttnA 0.627617449 134 cnx
## 75 rsfMRI_fcnxpro134_TempPar_2_DefaultA 0.627352370 134 cnx
## 244 rsfMRI_fcnxpro122_DefaultA_2_SalVentAttnB 0.627280967 122 cnx
## 1 rsfMRI_fcnxpro122_meanBold_mean 0.626293906 122 cnx
## 2 rsfMRI_fcnxpro129_meanBold_mean 0.626293906 129 cnx
## 3 rsfMRI_fcnxpro134_meanBold_mean 0.626293906 134 cnx
## 931 rsfMRI_fcnxpro122_meanBold_mean 0.626293906 122 flf
## 932 rsfMRI_fcnxpro129_meanBold_mean 0.626293906 129 flf
## 933 rsfMRI_fcnxpro134_meanBold_mean 0.626293906 134 flf
## 994 rsfMRI_fcnxpro122_meanBold_mean 0.626293906 122 alf
## 995 rsfMRI_fcnxpro129_meanBold_mean 0.626293906 129 alf
## 996 rsfMRI_fcnxpro134_meanBold_mean 0.626293906 134 alf
## 487 rsfMRI_fcnxpro122_LimbicB_2_ContB 0.626226284 122 cnx
## 37 rsfMRI_fcnxpro122_DorsAttnB_mean 0.624703236 122 cnx
## 967 rsfMRI_fcnxpro122_DorsAttnB_mean 0.624703236 122 flf
## 1030 rsfMRI_fcnxpro122_DorsAttnB_mean 0.624703236 122 alf
## 690 rsfMRI_fcnxpro134_DorsAttnA_2_ContC 0.623299960 134 cnx
## 277 rsfMRI_fcnxpro122_ContC_2_DefaultA 0.621810958 122 cnx
## 191 rsfMRI_fcnxpro129_DefaultB_2_LimbicB 0.620734254 129 cnx
## 217 rsfMRI_fcnxpro122_DefaultA_2_TempPar 0.619812029 122 cnx
## 862 rsfMRI_fcnxpro122_VisPeri_2_DorsAttnB 0.618399627 122 cnx
## 294 rsfMRI_fcnxpro134_ContC_2_LimbicB 0.617209565 134 cnx
## 326 rsfMRI_fcnxpro129_ContB_2_DefaultB 0.615613989 129 cnx
## 219 rsfMRI_fcnxpro134_DefaultA_2_TempPar 0.612035289 134 cnx
## 868 rsfMRI_fcnxpro122_VisPeri_2_SomMotB 0.610759613 122 cnx
## 63 rsfMRI_fcnxpro134_Visual_mean 0.610002941 134 cnx
## 993 rsfMRI_fcnxpro134_Visual_mean 0.610002941 134 flf
## 1056 rsfMRI_fcnxpro134_Visual_mean 0.610002941 134 alf
## 20 rsfMRI_fcnxpro129_ContB_mean 0.608381412 129 cnx
## 950 rsfMRI_fcnxpro129_ContB_mean 0.608381412 129 flf
## 1013 rsfMRI_fcnxpro129_ContB_mean 0.608381412 129 alf
## 624 rsfMRI_fcnxpro134_SalVentAttnA_2_VisCent 0.608199386 134 cnx
## 900 rsfMRI_fcnxpro134_VisCent_2_ContA 0.606725946 134 cnx
## 278 rsfMRI_fcnxpro129_ContC_2_DefaultA 0.606083229 129 cnx
## 306 rsfMRI_fcnxpro134_ContC_2_DorsAttnA 0.605766518 134 cnx
## 684 rsfMRI_fcnxpro134_DorsAttnA_2_DefaultB 0.605754808 134 cnx
## 336 rsfMRI_fcnxpro134_ContB_2_ContB 0.604841030 134 cnx
## 171 rsfMRI_fcnxpro134_DefaultB_2_DefaultC 0.604605981 134 cnx
## 695 rsfMRI_fcnxpro129_DorsAttnA_2_ContA 0.603447174 129 cnx
## 754 rsfMRI_fcnxpro122_SomMotB_2_SalVentAttnB 0.602322175 122 cnx
## 889 rsfMRI_fcnxpro122_VisCent_2_DefaultA 0.601703825 122 cnx
## 524 rsfMRI_fcnxpro129_SalVentAttnB_2_TempPar 0.597903504 129 cnx
## 283 rsfMRI_fcnxpro122_ContC_2_ContB 0.597669155 122 cnx
## 293 rsfMRI_fcnxpro129_ContC_2_LimbicB 0.595738322 129 cnx
## 123 rsfMRI_fcnxpro134_DefaultC_2_DefaultB 0.595057418 134 cnx
## 159 rsfMRI_fcnxpro134_DefaultC_2_SomMotA 0.594104071 134 cnx
## 51 rsfMRI_fcnxpro134_VisPeri_mean 0.592263399 134 cnx
## 981 rsfMRI_fcnxpro134_VisPeri_mean 0.592263399 134 flf
## 1044 rsfMRI_fcnxpro134_VisPeri_mean 0.592263399 134 alf
## 24 rsfMRI_fcnxpro134_ContA_mean 0.591230061 134 cnx
## 954 rsfMRI_fcnxpro134_ContA_mean 0.591230061 134 flf
## 1017 rsfMRI_fcnxpro134_ContA_mean 0.591230061 134 alf
## 841 rsfMRI_fcnxpro122_VisPeri_2_ContC 0.590368743 122 cnx
## 198 rsfMRI_fcnxpro134_DefaultB_2_SalVentAttnA 0.589442019 134 cnx
## 635 rsfMRI_fcnxpro129_DorsAttnB_2_DefaultA 0.589330751 129 cnx
## 119 rsfMRI_fcnxpro129_DefaultC_2_DefaultC 0.587086232 129 cnx
## 139 rsfMRI_fcnxpro122_DefaultC_2_LimbicB 0.586291343 122 cnx
## 781 rsfMRI_fcnxpro122_SomMotA_2_DefaultC 0.584725223 122 cnx
## 105 rsfMRI_fcnxpro134_TempPar_2_SomMotB 0.582510883 134 cnx
## 18 rsfMRI_fcnxpro134_ContC_mean 0.579595721 134 cnx
## 948 rsfMRI_fcnxpro134_ContC_mean 0.579595721 134 flf
## 1011 rsfMRI_fcnxpro134_ContC_mean 0.579595721 134 alf
## 911 rsfMRI_fcnxpro129_VisCent_2_SalVentAttnA 0.578817863 129 cnx
## 819 rsfMRI_fcnxpro134_SomMotA_2_SomMotB 0.578506956 134 cnx
## 389 rsfMRI_fcnxpro129_ContA_2_ContA 0.575441083 129 cnx
## 489 rsfMRI_fcnxpro134_LimbicB_2_ContB 0.575307675 134 cnx
## 783 rsfMRI_fcnxpro134_SomMotA_2_DefaultC 0.574859627 134 cnx
## 642 rsfMRI_fcnxpro134_DorsAttnB_2_ContB 0.573939737 134 cnx
## 270 rsfMRI_fcnxpro134_ContC_2_TempPar 0.573600718 134 cnx
## 35 rsfMRI_fcnxpro129_SalVentAttnA_mean 0.572846357 129 cnx
## 965 rsfMRI_fcnxpro129_SalVentAttnA_mean 0.572846357 129 flf
## 1028 rsfMRI_fcnxpro129_SalVentAttnA_mean 0.572846357 129 alf
## 282 rsfMRI_fcnxpro134_ContC_2_ContC 0.572542512 134 cnx
## 48 rsfMRI_fcnxpro134_SomMotA_mean 0.568830951 134 cnx
## 978 rsfMRI_fcnxpro134_SomMotA_mean 0.568830951 134 flf
## 1041 rsfMRI_fcnxpro134_SomMotA_mean 0.568830951 134 alf
## 49 rsfMRI_fcnxpro122_VisPeri_mean 0.568516363 122 cnx
## 979 rsfMRI_fcnxpro122_VisPeri_mean 0.568516363 122 flf
## 1042 rsfMRI_fcnxpro122_VisPeri_mean 0.568516363 122 alf
## 723 rsfMRI_fcnxpro134_DorsAttnA_2_VisPeri 0.568449367 134 cnx
## 532 rsfMRI_fcnxpro122_SalVentAttnB_2_DefaultA 0.567287214 122 cnx
## 561 rsfMRI_fcnxpro134_SalVentAttnB_2_DorsAttnA 0.566550451 134 cnx
## 204 rsfMRI_fcnxpro134_DefaultB_2_DorsAttnA 0.565877598 134 cnx
## 870 rsfMRI_fcnxpro134_VisPeri_2_SomMotB 0.565863779 134 cnx
## 269 rsfMRI_fcnxpro129_ContC_2_TempPar 0.564875655 129 cnx
## 775 rsfMRI_fcnxpro122_SomMotB_2_VisCent 0.563504934 122 cnx
## 25 rsfMRI_fcnxpro122_LimbicA_mean 0.563264055 122 cnx
## 955 rsfMRI_fcnxpro122_LimbicA_mean 0.563264055 122 flf
## 1018 rsfMRI_fcnxpro122_LimbicA_mean 0.563264055 122 alf
## 324 rsfMRI_fcnxpro134_ContB_2_DefaultC 0.562704428 134 cnx
## 132 rsfMRI_fcnxpro134_DefaultC_2_ContB 0.561134986 134 cnx
## 843 rsfMRI_fcnxpro134_VisPeri_2_ContC 0.561048597 134 cnx
## 420 rsfMRI_fcnxpro134_ContA_2_VisCent 0.561005441 134 cnx
## 78 rsfMRI_fcnxpro134_TempPar_2_ContC 0.559989112 134 cnx
## 891 rsfMRI_fcnxpro134_VisCent_2_DefaultA 0.558511203 134 cnx
## 251 rsfMRI_fcnxpro129_DefaultA_2_DorsAttnB 0.557857595 129 cnx
## 114 rsfMRI_fcnxpro134_TempPar_2_VisCent 0.557813034 134 cnx
## 562 rsfMRI_fcnxpro122_SalVentAttnB_2_SomMotB 0.557586213 122 cnx
## 27 rsfMRI_fcnxpro134_LimbicA_mean 0.556257766 134 cnx
## 957 rsfMRI_fcnxpro134_LimbicA_mean 0.556257766 134 flf
## 1020 rsfMRI_fcnxpro134_LimbicA_mean 0.556257766 134 alf
## 847 rsfMRI_fcnxpro122_VisPeri_2_ContA 0.555857152 122 cnx
## 698 rsfMRI_fcnxpro129_DorsAttnA_2_LimbicA 0.553552515 129 cnx
## 240 rsfMRI_fcnxpro134_DefaultA_2_LimbicA 0.552034894 134 cnx
## 418 rsfMRI_fcnxpro122_ContA_2_VisCent 0.551403612 122 cnx
## 774 rsfMRI_fcnxpro134_SomMotB_2_VisPeri 0.550756170 134 cnx
## 407 rsfMRI_fcnxpro129_ContA_2_DorsAttnA 0.549173823 129 cnx
## 417 rsfMRI_fcnxpro134_ContA_2_VisPeri 0.546915081 134 cnx
## 111 rsfMRI_fcnxpro134_TempPar_2_VisPeri 0.546177245 134 cnx
## 22 rsfMRI_fcnxpro122_ContA_mean 0.545198023 122 cnx
## 952 rsfMRI_fcnxpro122_ContA_mean 0.545198023 122 flf
## 1015 rsfMRI_fcnxpro122_ContA_mean 0.545198023 122 alf
## 497 rsfMRI_fcnxpro129_LimbicB_2_LimbicB 0.544384339 129 cnx
## 141 rsfMRI_fcnxpro134_DefaultC_2_LimbicB 0.544064065 134 cnx
## 177 rsfMRI_fcnxpro134_DefaultB_2_DefaultA 0.542183910 134 cnx
## 117 rsfMRI_fcnxpro134_DefaultC_2_TempPar 0.541465226 134 cnx
## 357 rsfMRI_fcnxpro134_ContB_2_DorsAttnA 0.539952950 134 cnx
## 115 rsfMRI_fcnxpro122_DefaultC_2_TempPar 0.537032023 122 cnx
## 343 rsfMRI_fcnxpro122_ContB_2_LimbicB 0.536999692 122 cnx
## 622 rsfMRI_fcnxpro122_SalVentAttnA_2_VisCent 0.534148616 122 cnx
## 13 rsfMRI_fcnxpro122_DefaultA_mean 0.531581415 122 cnx
## 943 rsfMRI_fcnxpro122_DefaultA_mean 0.531581415 122 flf
## 1006 rsfMRI_fcnxpro122_DefaultA_mean 0.531581415 122 alf
## 657 rsfMRI_fcnxpro134_DorsAttnB_2_SalVentAttnA 0.531154231 134 cnx
## 591 rsfMRI_fcnxpro134_SalVentAttnA_2_ContB 0.530994528 134 cnx
## 46 rsfMRI_fcnxpro122_SomMotA_mean 0.530150367 122 cnx
## 976 rsfMRI_fcnxpro122_SomMotA_mean 0.530150367 122 flf
## 1039 rsfMRI_fcnxpro122_SomMotA_mean 0.530150367 122 alf
## 61 rsfMRI_fcnxpro122_Visual_mean 0.529442115 122 cnx
## 991 rsfMRI_fcnxpro122_Visual_mean 0.529442115 122 flf
## 1054 rsfMRI_fcnxpro122_Visual_mean 0.529442115 122 alf
## 351 rsfMRI_fcnxpro134_ContB_2_SalVentAttnA 0.528284678 134 cnx
## 763 rsfMRI_fcnxpro122_SomMotB_2_DorsAttnA 0.528245609 122 cnx
## 58 rsfMRI_fcnxpro122_DefaultMode_mean 0.528133845 122 cnx
## 988 rsfMRI_fcnxpro122_DefaultMode_mean 0.528133845 122 flf
## 1051 rsfMRI_fcnxpro122_DefaultMode_mean 0.528133845 122 alf
## 539 rsfMRI_fcnxpro129_SalVentAttnB_2_ContB 0.527527251 129 cnx
## 188 rsfMRI_fcnxpro129_DefaultB_2_LimbicA 0.526152363 129 cnx
## 498 rsfMRI_fcnxpro134_LimbicB_2_LimbicB 0.525296173 134 cnx
## 329 rsfMRI_fcnxpro129_ContB_2_DefaultA 0.525289057 129 cnx
## 23 rsfMRI_fcnxpro129_ContA_mean 0.525160491 129 cnx
## 953 rsfMRI_fcnxpro129_ContA_mean 0.525160491 129 flf
## 1016 rsfMRI_fcnxpro129_ContA_mean 0.525160491 129 alf
## 670 rsfMRI_fcnxpro122_DorsAttnB_2_VisPeri 0.521393452 122 cnx
## 655 rsfMRI_fcnxpro122_DorsAttnB_2_SalVentAttnA 0.519753365 122 cnx
## 486 rsfMRI_fcnxpro134_LimbicB_2_ContC 0.519408522 134 cnx
## 737 rsfMRI_fcnxpro129_SomMotB_2_DefaultA 0.519190737 129 cnx
## 761 rsfMRI_fcnxpro129_SomMotB_2_DorsAttnB 0.517965761 129 cnx
## 666 rsfMRI_fcnxpro134_DorsAttnB_2_SomMotB 0.517906842 134 cnx
## 157 rsfMRI_fcnxpro122_DefaultC_2_SomMotA 0.517774959 122 cnx
## 267 rsfMRI_fcnxpro134_DefaultA_2_VisCent 0.514558221 134 cnx
## 770 rsfMRI_fcnxpro129_SomMotB_2_SomMotA 0.514057378 129 cnx
## 769 rsfMRI_fcnxpro122_SomMotB_2_SomMotA 0.513041515 122 cnx
## 928 rsfMRI_fcnxpro122_VisCent_2_VisCent 0.512605362 122 cnx
## 550 rsfMRI_fcnxpro122_SalVentAttnB_2_SalVentAttnB 0.512444320 122 cnx
## 268 rsfMRI_fcnxpro122_ContC_2_TempPar 0.511873864 122 cnx
## 77 rsfMRI_fcnxpro129_TempPar_2_ContC 0.511628924 129 cnx
## 831 rsfMRI_fcnxpro134_VisPeri_2_TempPar 0.511017203 134 cnx
## 714 rsfMRI_fcnxpro134_DorsAttnA_2_DorsAttnA 0.510025016 134 cnx
## 302 rsfMRI_fcnxpro129_ContC_2_DorsAttnB 0.509532682 129 cnx
## 717 rsfMRI_fcnxpro134_DorsAttnA_2_SomMotB 0.509156966 134 cnx
## 335 rsfMRI_fcnxpro129_ContB_2_ContB 0.508929215 129 cnx
## 21 rsfMRI_fcnxpro134_ContB_mean 0.506192578 134 cnx
## 951 rsfMRI_fcnxpro134_ContB_mean 0.506192578 134 flf
## 1014 rsfMRI_fcnxpro134_ContB_mean 0.506192578 134 alf
## 472 rsfMRI_fcnxpro122_LimbicB_2_TempPar 0.504587034 122 cnx
## 387 rsfMRI_fcnxpro134_ContA_2_ContB 0.504044469 134 cnx
## 705 rsfMRI_fcnxpro134_DorsAttnA_2_SalVentAttnB 0.502511490 134 cnx
## 693 rsfMRI_fcnxpro134_DorsAttnA_2_ContB 0.499998294 134 cnx
## 248 rsfMRI_fcnxpro129_DefaultA_2_SalVentAttnA 0.499849816 129 cnx
## 415 rsfMRI_fcnxpro122_ContA_2_VisPeri 0.498184260 122 cnx
## 692 rsfMRI_fcnxpro129_DorsAttnA_2_ContB 0.497281216 129 cnx
## 477 rsfMRI_fcnxpro134_LimbicB_2_DefaultC 0.494753456 134 cnx
## 4 rsfMRI_fcnxpro122_TempPar_mean 0.494279023 122 cnx
## 934 rsfMRI_fcnxpro122_TempPar_mean 0.494279023 122 flf
## 997 rsfMRI_fcnxpro122_TempPar_mean 0.494279023 122 alf
## 34 rsfMRI_fcnxpro122_SalVentAttnA_mean 0.492549105 122 cnx
## 964 rsfMRI_fcnxpro122_SalVentAttnA_mean 0.492549105 122 flf
## 1027 rsfMRI_fcnxpro122_SalVentAttnA_mean 0.492549105 122 alf
## 899 rsfMRI_fcnxpro129_VisCent_2_ContA 0.492518088 129 cnx
## 264 rsfMRI_fcnxpro134_DefaultA_2_VisPeri 0.492354930 134 cnx
## 109 rsfMRI_fcnxpro122_TempPar_2_VisPeri 0.487042806 122 cnx
## 370 rsfMRI_fcnxpro122_ContA_2_TempPar 0.486599396 122 cnx
## 380 rsfMRI_fcnxpro129_ContA_2_DefaultA 0.486212920 129 cnx
## 339 rsfMRI_fcnxpro134_ContB_2_ContA 0.485862319 134 cnx
## 10 rsfMRI_fcnxpro122_DefaultB_mean 0.484662770 122 cnx
## 940 rsfMRI_fcnxpro122_DefaultB_mean 0.484662770 122 flf
## 1003 rsfMRI_fcnxpro122_DefaultB_mean 0.484662770 122 alf
## 76 rsfMRI_fcnxpro122_TempPar_2_ContC 0.483579149 122 cnx
## 688 rsfMRI_fcnxpro122_DorsAttnA_2_ContC 0.483334099 122 cnx
## 265 rsfMRI_fcnxpro122_DefaultA_2_VisCent 0.482656468 122 cnx
## 835 rsfMRI_fcnxpro122_VisPeri_2_DefaultB 0.481660341 122 cnx
## 917 rsfMRI_fcnxpro129_VisCent_2_DorsAttnA 0.481421481 129 cnx
## 320 rsfMRI_fcnxpro129_ContB_2_TempPar 0.481129570 129 cnx
## 713 rsfMRI_fcnxpro129_DorsAttnA_2_DorsAttnA 0.481072296 129 cnx
## 182 rsfMRI_fcnxpro129_DefaultB_2_ContB 0.480861790 129 cnx
## 772 rsfMRI_fcnxpro122_SomMotB_2_VisPeri 0.480392679 122 cnx
## 352 rsfMRI_fcnxpro122_ContB_2_DorsAttnB 0.479956547 122 cnx
## 36 rsfMRI_fcnxpro134_SalVentAttnA_mean 0.479693825 134 cnx
## 966 rsfMRI_fcnxpro134_SalVentAttnA_mean 0.479693825 134 flf
## 1029 rsfMRI_fcnxpro134_SalVentAttnA_mean 0.479693825 134 alf
## 656 rsfMRI_fcnxpro129_DorsAttnB_2_SalVentAttnA 0.477168868 129 cnx
## 732 rsfMRI_fcnxpro134_SomMotB_2_DefaultC 0.476714044 134 cnx
## 225 rsfMRI_fcnxpro134_DefaultA_2_DefaultB 0.475922792 134 cnx
## 833 rsfMRI_fcnxpro129_VisPeri_2_DefaultC 0.472853514 129 cnx
## 609 rsfMRI_fcnxpro134_SalVentAttnA_2_DorsAttnB 0.470658610 134 cnx
## 108 rsfMRI_fcnxpro134_TempPar_2_SomMotA 0.467961721 134 cnx
## 904 rsfMRI_fcnxpro122_VisCent_2_LimbicB 0.465281852 122 cnx
## 589 rsfMRI_fcnxpro122_SalVentAttnA_2_ContB 0.464602481 122 cnx
## 19 rsfMRI_fcnxpro122_ContB_mean 0.463232131 122 cnx
## 949 rsfMRI_fcnxpro122_ContB_mean 0.463232131 122 flf
## 1012 rsfMRI_fcnxpro122_ContB_mean 0.463232131 122 alf
## 846 rsfMRI_fcnxpro134_VisPeri_2_ContB 0.462730934 134 cnx
## 910 rsfMRI_fcnxpro122_VisCent_2_SalVentAttnA 0.461665104 122 cnx
## 88 rsfMRI_fcnxpro122_TempPar_2_LimbicB 0.460966407 122 cnx
## 315 rsfMRI_fcnxpro134_ContC_2_VisPeri 0.454552567 134 cnx
## 867 rsfMRI_fcnxpro134_VisPeri_2_DorsAttnA 0.452079479 134 cnx
## 525 rsfMRI_fcnxpro134_SalVentAttnB_2_TempPar 0.451834511 134 cnx
## 12 rsfMRI_fcnxpro134_DefaultB_mean 0.450203064 134 cnx
## 942 rsfMRI_fcnxpro134_DefaultB_mean 0.450203064 134 flf
## 1005 rsfMRI_fcnxpro134_DefaultB_mean 0.450203064 134 alf
## 830 rsfMRI_fcnxpro129_VisPeri_2_TempPar 0.449050434 129 cnx
## 252 rsfMRI_fcnxpro134_DefaultA_2_DorsAttnB 0.448333479 134 cnx
## 818 rsfMRI_fcnxpro129_SomMotA_2_SomMotB 0.447537658 129 cnx
## 730 rsfMRI_fcnxpro122_SomMotB_2_DefaultC 0.446789293 122 cnx
## 875 rsfMRI_fcnxpro129_VisPeri_2_VisPeri 0.446426822 129 cnx
## 694 rsfMRI_fcnxpro122_DorsAttnA_2_ContA 0.446304777 122 cnx
## 729 rsfMRI_fcnxpro134_SomMotB_2_TempPar 0.443628571 134 cnx
## 411 rsfMRI_fcnxpro134_ContA_2_SomMotB 0.443249881 134 cnx
## 69 rsfMRI_fcnxpro134_TempPar_2_DefaultC 0.443189843 134 cnx
## 882 rsfMRI_fcnxpro134_VisCent_2_TempPar 0.440781590 134 cnx
## 572 rsfMRI_fcnxpro129_SalVentAttnB_2_VisCent 0.439556841 129 cnx
## 520 rsfMRI_fcnxpro122_LimbicB_2_VisCent 0.439432984 122 cnx
## 386 rsfMRI_fcnxpro129_ContA_2_ContB 0.438433175 129 cnx
## 160 rsfMRI_fcnxpro122_DefaultC_2_VisPeri 0.437791593 122 cnx
## 768 rsfMRI_fcnxpro134_SomMotB_2_SomMotB 0.435769935 134 cnx
## 829 rsfMRI_fcnxpro122_VisPeri_2_TempPar 0.435521298 122 cnx
## 52 rsfMRI_fcnxpro122_VisCent_mean 0.435431246 122 cnx
## 982 rsfMRI_fcnxpro122_VisCent_mean 0.435431246 122 flf
## 1045 rsfMRI_fcnxpro122_VisCent_mean 0.435431246 122 alf
## 707 rsfMRI_fcnxpro129_DorsAttnA_2_SalVentAttnA 0.434800828 129 cnx
## 185 rsfMRI_fcnxpro129_DefaultB_2_ContA 0.433312273 129 cnx
## 161 rsfMRI_fcnxpro129_DefaultC_2_VisPeri 0.430695935 129 cnx
## 640 rsfMRI_fcnxpro122_DorsAttnB_2_ContB 0.430149327 122 cnx
## 708 rsfMRI_fcnxpro134_DorsAttnA_2_SalVentAttnA 0.429235469 134 cnx
## 425 rsfMRI_fcnxpro129_LimbicA_2_DefaultC 0.429200347 129 cnx
## 912 rsfMRI_fcnxpro134_VisCent_2_SalVentAttnA 0.428039827 134 cnx
## 636 rsfMRI_fcnxpro134_DorsAttnB_2_DefaultA 0.427098543 134 cnx
## 5 rsfMRI_fcnxpro129_TempPar_mean 0.426903631 129 cnx
## 935 rsfMRI_fcnxpro129_TempPar_mean 0.426903631 129 flf
## 998 rsfMRI_fcnxpro129_TempPar_mean 0.426903631 129 alf
## 475 rsfMRI_fcnxpro122_LimbicB_2_DefaultC 0.419601499 122 cnx
## 80 rsfMRI_fcnxpro129_TempPar_2_ContB 0.419425634 129 cnx
## 760 rsfMRI_fcnxpro122_SomMotB_2_DorsAttnB 0.418750110 122 cnx
## 712 rsfMRI_fcnxpro122_DorsAttnA_2_DorsAttnA 0.418598772 122 cnx
## 309 rsfMRI_fcnxpro134_ContC_2_SomMotB 0.417907720 134 cnx
## 95 rsfMRI_fcnxpro129_TempPar_2_SalVentAttnA 0.416804608 129 cnx
## 470 rsfMRI_fcnxpro129_LimbicA_2_VisCent 0.415777028 129 cnx
## 792 rsfMRI_fcnxpro134_SomMotA_2_ContC 0.415232806 134 cnx
## 584 rsfMRI_fcnxpro129_SalVentAttnA_2_DefaultA 0.415088523 129 cnx
## 110 rsfMRI_fcnxpro129_TempPar_2_VisPeri 0.413461079 129 cnx
## 678 rsfMRI_fcnxpro134_DorsAttnA_2_TempPar 0.412784069 134 cnx
## 887 rsfMRI_fcnxpro129_VisCent_2_DefaultB 0.412764816 129 cnx
## 432 rsfMRI_fcnxpro134_LimbicA_2_DefaultA 0.411243866 134 cnx
## 281 rsfMRI_fcnxpro129_ContC_2_ContC 0.411002538 129 cnx
## 765 rsfMRI_fcnxpro134_SomMotB_2_DorsAttnA 0.409951599 134 cnx
## 325 rsfMRI_fcnxpro122_ContB_2_DefaultB 0.409799804 122 cnx
## 496 rsfMRI_fcnxpro122_LimbicB_2_LimbicB 0.409219497 122 cnx
## 611 rsfMRI_fcnxpro129_SalVentAttnA_2_DorsAttnA 0.409105376 129 cnx
## 93 rsfMRI_fcnxpro134_TempPar_2_SalVentAttnB 0.407835264 134 cnx
## 250 rsfMRI_fcnxpro122_DefaultA_2_DorsAttnB 0.407440799 122 cnx
## 575 rsfMRI_fcnxpro129_SalVentAttnA_2_TempPar 0.407096208 129 cnx
## 902 rsfMRI_fcnxpro129_VisCent_2_LimbicA 0.407088474 129 cnx
## 286 rsfMRI_fcnxpro122_ContC_2_ContA 0.405643081 122 cnx
## 416 rsfMRI_fcnxpro129_ContA_2_VisPeri 0.404755811 129 cnx
## 837 rsfMRI_fcnxpro134_VisPeri_2_DefaultB 0.404714440 134 cnx
## 410 rsfMRI_fcnxpro129_ContA_2_SomMotB 0.404000099 129 cnx
## 634 rsfMRI_fcnxpro122_DorsAttnB_2_DefaultA 0.403932400 122 cnx
## 338 rsfMRI_fcnxpro129_ContB_2_ContA 0.399181649 129 cnx
## 162 rsfMRI_fcnxpro134_DefaultC_2_VisPeri 0.398741959 134 cnx
## 103 rsfMRI_fcnxpro122_TempPar_2_SomMotB 0.396962092 122 cnx
## 485 rsfMRI_fcnxpro129_LimbicB_2_ContC 0.396168833 129 cnx
## 531 rsfMRI_fcnxpro134_SalVentAttnB_2_DefaultB 0.396005882 134 cnx
## 347 rsfMRI_fcnxpro129_ContB_2_SalVentAttnB 0.394813012 129 cnx
## 458 rsfMRI_fcnxpro129_LimbicA_2_DorsAttnA 0.393718452 129 cnx
## 682 rsfMRI_fcnxpro122_DorsAttnA_2_DefaultB 0.392162128 122 cnx
## 243 rsfMRI_fcnxpro134_DefaultA_2_LimbicB 0.391471781 134 cnx
## 711 rsfMRI_fcnxpro134_DorsAttnA_2_DorsAttnB 0.389944425 134 cnx
## 638 rsfMRI_fcnxpro129_DorsAttnB_2_ContC 0.387570817 129 cnx
## 47 rsfMRI_fcnxpro129_SomMotA_mean 0.385067202 129 cnx
## 977 rsfMRI_fcnxpro129_SomMotA_mean 0.385067202 129 flf
## 1040 rsfMRI_fcnxpro129_SomMotA_mean 0.385067202 129 alf
## 668 rsfMRI_fcnxpro129_DorsAttnB_2_SomMotA 0.384381666 129 cnx
## 414 rsfMRI_fcnxpro134_ContA_2_SomMotA 0.382633098 134 cnx
## 491 rsfMRI_fcnxpro129_LimbicB_2_ContA 0.382542355 129 cnx
## 349 rsfMRI_fcnxpro122_ContB_2_SalVentAttnA 0.382469351 122 cnx
## 144 rsfMRI_fcnxpro134_DefaultC_2_SalVentAttnB 0.377271429 134 cnx
## 660 rsfMRI_fcnxpro134_DorsAttnB_2_DorsAttnB 0.375894555 134 cnx
## 214 rsfMRI_fcnxpro122_DefaultB_2_VisCent 0.375105268 122 cnx
## 869 rsfMRI_fcnxpro129_VisPeri_2_SomMotB 0.373317750 129 cnx
## 482 rsfMRI_fcnxpro129_LimbicB_2_DefaultA 0.370108095 129 cnx
## 70 rsfMRI_fcnxpro122_TempPar_2_DefaultB 0.369943595 122 cnx
## 854 rsfMRI_fcnxpro129_VisPeri_2_LimbicB 0.367817037 129 cnx
## 233 rsfMRI_fcnxpro129_DefaultA_2_ContB 0.366209870 129 cnx
## 90 rsfMRI_fcnxpro134_TempPar_2_LimbicB 0.366059545 134 cnx
## 674 rsfMRI_fcnxpro129_DorsAttnB_2_VisCent 0.365359037 129 cnx
## 919 rsfMRI_fcnxpro122_VisCent_2_SomMotB 0.362820979 122 cnx
## 836 rsfMRI_fcnxpro129_VisPeri_2_DefaultB 0.362312245 129 cnx
## 699 rsfMRI_fcnxpro134_DorsAttnA_2_LimbicA 0.361299463 134 cnx
## 773 rsfMRI_fcnxpro129_SomMotB_2_VisPeri 0.358167635 129 cnx
## 612 rsfMRI_fcnxpro134_SalVentAttnA_2_DorsAttnA 0.357347118 134 cnx
## 211 rsfMRI_fcnxpro122_DefaultB_2_VisPeri 0.355048868 122 cnx
## 15 rsfMRI_fcnxpro134_DefaultA_mean 0.352422158 134 cnx
## 945 rsfMRI_fcnxpro134_DefaultA_mean 0.352422158 134 flf
## 1008 rsfMRI_fcnxpro134_DefaultA_mean 0.352422158 134 alf
## 840 rsfMRI_fcnxpro134_VisPeri_2_DefaultA 0.349404120 134 cnx
## 914 rsfMRI_fcnxpro129_VisCent_2_DorsAttnB 0.348859014 129 cnx
## 762 rsfMRI_fcnxpro134_SomMotB_2_DorsAttnB 0.346053340 134 cnx
## 506 rsfMRI_fcnxpro129_LimbicB_2_DorsAttnB 0.345648143 129 cnx
## 345 rsfMRI_fcnxpro134_ContB_2_LimbicB 0.344717592 134 cnx
## 886 rsfMRI_fcnxpro122_VisCent_2_DefaultB 0.344251813 122 cnx
## 551 rsfMRI_fcnxpro129_SalVentAttnB_2_SalVentAttnB 0.342647812 129 cnx
## 925 rsfMRI_fcnxpro122_VisCent_2_VisPeri 0.342298233 122 cnx
## 860 rsfMRI_fcnxpro129_VisPeri_2_SalVentAttnA 0.338862866 129 cnx
## 848 rsfMRI_fcnxpro129_VisPeri_2_ContA 0.337964950 129 cnx
## 873 rsfMRI_fcnxpro134_VisPeri_2_SomMotA 0.335660163 134 cnx
## 401 rsfMRI_fcnxpro129_ContA_2_SalVentAttnA 0.331996655 129 cnx
## 292 rsfMRI_fcnxpro122_ContC_2_LimbicB 0.331373136 122 cnx
## 165 rsfMRI_fcnxpro134_DefaultC_2_VisCent 0.329774968 134 cnx
## 607 rsfMRI_fcnxpro122_SalVentAttnA_2_DorsAttnB 0.329774395 122 cnx
## 67 rsfMRI_fcnxpro122_TempPar_2_DefaultC 0.328678580 122 cnx
## 257 rsfMRI_fcnxpro129_DefaultA_2_SomMotB 0.328247493 129 cnx
## 55 rsfMRI_fcnxpro122_fmri_template_mean 0.325020625 122 cnx
## 56 rsfMRI_fcnxpro129_fmri_template_mean 0.325020625 129 cnx
## 57 rsfMRI_fcnxpro134_fmri_template_mean 0.325020625 134 cnx
## 985 rsfMRI_fcnxpro122_fmri_template_mean 0.325020625 122 flf
## 986 rsfMRI_fcnxpro129_fmri_template_mean 0.325020625 129 flf
## 987 rsfMRI_fcnxpro134_fmri_template_mean 0.325020625 134 flf
## 1048 rsfMRI_fcnxpro122_fmri_template_mean 0.325020625 122 alf
## 1049 rsfMRI_fcnxpro129_fmri_template_mean 0.325020625 129 alf
## 1050 rsfMRI_fcnxpro134_fmri_template_mean 0.325020625 134 alf
## 367 rsfMRI_fcnxpro122_ContB_2_VisCent 0.324547795 122 cnx
## 397 rsfMRI_fcnxpro122_ContA_2_SalVentAttnB 0.323995311 122 cnx
## 371 rsfMRI_fcnxpro129_ContA_2_TempPar 0.323453687 129 cnx
## 626 rsfMRI_fcnxpro129_DorsAttnB_2_TempPar 0.323213355 129 cnx
## 154 rsfMRI_fcnxpro122_DefaultC_2_SomMotB 0.322921571 122 cnx
## 11 rsfMRI_fcnxpro129_DefaultB_mean 0.322268640 129 cnx
## 941 rsfMRI_fcnxpro129_DefaultB_mean 0.322268640 129 flf
## 1004 rsfMRI_fcnxpro129_DefaultB_mean 0.322268640 129 alf
## 116 rsfMRI_fcnxpro129_DefaultC_2_TempPar 0.318901073 129 cnx
## 903 rsfMRI_fcnxpro134_VisCent_2_LimbicA 0.316516402 134 cnx
## 742 rsfMRI_fcnxpro122_SomMotB_2_ContB 0.315304218 122 cnx
## 484 rsfMRI_fcnxpro122_LimbicB_2_ContC 0.314335357 122 cnx
## 780 rsfMRI_fcnxpro134_SomMotA_2_TempPar 0.312864114 134 cnx
## 404 rsfMRI_fcnxpro129_ContA_2_DorsAttnB 0.312847178 129 cnx
## 908 rsfMRI_fcnxpro129_VisCent_2_SalVentAttnB 0.312759096 129 cnx
## 528 rsfMRI_fcnxpro134_SalVentAttnB_2_DefaultC 0.311432767 134 cnx
## 419 rsfMRI_fcnxpro129_ContA_2_VisCent 0.310448919 129 cnx
## 372 rsfMRI_fcnxpro134_ContA_2_TempPar 0.309690898 134 cnx
## 926 rsfMRI_fcnxpro129_VisCent_2_VisPeri 0.307714506 129 cnx
## 366 rsfMRI_fcnxpro134_ContB_2_VisPeri 0.306589058 134 cnx
## 72 rsfMRI_fcnxpro134_TempPar_2_DefaultB 0.305348581 134 cnx
## 777 rsfMRI_fcnxpro134_SomMotB_2_VisCent 0.304190781 134 cnx
## 529 rsfMRI_fcnxpro122_SalVentAttnB_2_DefaultB 0.303850471 122 cnx
## 664 rsfMRI_fcnxpro122_DorsAttnB_2_SomMotB 0.302696697 122 cnx
## 66 rsfMRI_fcnxpro134_TempPar_2_TempPar 0.302299220 134 cnx
## 327 rsfMRI_fcnxpro134_ContB_2_DefaultB 0.300814110 134 cnx
## 583 rsfMRI_fcnxpro122_SalVentAttnA_2_DefaultA 0.300285329 122 cnx
## 471 rsfMRI_fcnxpro134_LimbicA_2_VisCent 0.295557010 134 cnx
## 321 rsfMRI_fcnxpro134_ContB_2_TempPar 0.292983389 134 cnx
## 617 rsfMRI_fcnxpro129_SalVentAttnA_2_SomMotA 0.291246501 129 cnx
## 876 rsfMRI_fcnxpro134_VisPeri_2_VisPeri 0.291101832 134 cnx
## 313 rsfMRI_fcnxpro122_ContC_2_VisPeri 0.290770030 122 cnx
## 104 rsfMRI_fcnxpro129_TempPar_2_SomMotB 0.290756565 129 cnx
## 384 rsfMRI_fcnxpro134_ContA_2_ContC 0.290513583 134 cnx
## 798 rsfMRI_fcnxpro134_SomMotA_2_ContA 0.289207496 134 cnx
## 650 rsfMRI_fcnxpro129_DorsAttnB_2_LimbicB 0.288927620 129 cnx
## 382 rsfMRI_fcnxpro122_ContA_2_ContC 0.287274117 122 cnx
## 377 rsfMRI_fcnxpro129_ContA_2_DefaultB 0.284941400 129 cnx
## 800 rsfMRI_fcnxpro129_SomMotA_2_LimbicA 0.282306855 129 cnx
## 483 rsfMRI_fcnxpro134_LimbicB_2_DefaultA 0.282051206 134 cnx
## 697 rsfMRI_fcnxpro122_DorsAttnA_2_LimbicA 0.280602319 122 cnx
## 767 rsfMRI_fcnxpro129_SomMotB_2_SomMotB 0.279767804 129 cnx
## 156 rsfMRI_fcnxpro134_DefaultC_2_SomMotB 0.277628110 134 cnx
## 81 rsfMRI_fcnxpro134_TempPar_2_ContB 0.276030980 134 cnx
## 474 rsfMRI_fcnxpro134_LimbicB_2_TempPar 0.274376578 134 cnx
## 202 rsfMRI_fcnxpro122_DefaultB_2_DorsAttnA 0.272933227 122 cnx
## 842 rsfMRI_fcnxpro129_VisPeri_2_ContC 0.270225429 129 cnx
## 658 rsfMRI_fcnxpro122_DorsAttnB_2_DorsAttnB 0.269652823 122 cnx
## 788 rsfMRI_fcnxpro129_SomMotA_2_DefaultA 0.269546110 129 cnx
## 163 rsfMRI_fcnxpro122_DefaultC_2_VisCent 0.267222995 122 cnx
## 766 rsfMRI_fcnxpro122_SomMotB_2_SomMotB 0.267044932 122 cnx
## 29 rsfMRI_fcnxpro129_LimbicB_mean 0.262898967 129 cnx
## 959 rsfMRI_fcnxpro129_LimbicB_mean 0.262898967 129 flf
## 1022 rsfMRI_fcnxpro129_LimbicB_mean 0.262898967 129 alf
## 856 rsfMRI_fcnxpro122_VisPeri_2_SalVentAttnB 0.261900751 122 cnx
## 311 rsfMRI_fcnxpro129_ContC_2_SomMotA 0.261552916 129 cnx
## 746 rsfMRI_fcnxpro129_SomMotB_2_ContA 0.260379354 129 cnx
## 859 rsfMRI_fcnxpro122_VisPeri_2_SalVentAttnA 0.260259090 122 cnx
## 880 rsfMRI_fcnxpro122_VisCent_2_TempPar 0.259752910 122 cnx
## 825 rsfMRI_fcnxpro134_SomMotA_2_VisPeri 0.258838405 134 cnx
## 895 rsfMRI_fcnxpro122_VisCent_2_ContB 0.258018051 122 cnx
## 459 rsfMRI_fcnxpro134_LimbicA_2_DorsAttnA 0.257291870 134 cnx
## 858 rsfMRI_fcnxpro134_VisPeri_2_SalVentAttnB 0.255163181 134 cnx
## 495 rsfMRI_fcnxpro134_LimbicB_2_LimbicA 0.255087777 134 cnx
## 568 rsfMRI_fcnxpro122_SalVentAttnB_2_VisPeri 0.252260206 122 cnx
## 199 rsfMRI_fcnxpro122_DefaultB_2_DorsAttnB 0.248304975 122 cnx
## 671 rsfMRI_fcnxpro129_DorsAttnB_2_VisPeri 0.247585712 129 cnx
## 189 rsfMRI_fcnxpro134_DefaultB_2_LimbicA 0.246498229 134 cnx
## 758 rsfMRI_fcnxpro129_SomMotB_2_SalVentAttnA 0.246412926 129 cnx
## 883 rsfMRI_fcnxpro122_VisCent_2_DefaultC 0.244385240 122 cnx
## 861 rsfMRI_fcnxpro134_VisPeri_2_SalVentAttnA 0.243619464 134 cnx
## 262 rsfMRI_fcnxpro122_DefaultA_2_VisPeri 0.243424528 122 cnx
## 457 rsfMRI_fcnxpro122_LimbicA_2_DorsAttnA 0.242745889 122 cnx
## 166 rsfMRI_fcnxpro122_DefaultB_2_TempPar 0.241726122 122 cnx
## 834 rsfMRI_fcnxpro134_VisPeri_2_DefaultC 0.241685415 134 cnx
## 817 rsfMRI_fcnxpro122_SomMotA_2_SomMotB 0.238756984 122 cnx
## 844 rsfMRI_fcnxpro122_VisPeri_2_ContB 0.238266507 122 cnx
## 102 rsfMRI_fcnxpro134_TempPar_2_DorsAttnA 0.236216764 134 cnx
## 490 rsfMRI_fcnxpro122_LimbicB_2_ContA 0.235530837 122 cnx
## 776 rsfMRI_fcnxpro129_SomMotB_2_VisCent 0.230829926 129 cnx
## 885 rsfMRI_fcnxpro134_VisCent_2_DefaultC 0.229123696 134 cnx
## 741 rsfMRI_fcnxpro134_SomMotB_2_ContC 0.228249145 134 cnx
## 62 rsfMRI_fcnxpro129_Visual_mean 0.225957717 129 cnx
## 992 rsfMRI_fcnxpro129_Visual_mean 0.225957717 129 flf
## 1055 rsfMRI_fcnxpro129_Visual_mean 0.225957717 129 alf
## 850 rsfMRI_fcnxpro122_VisPeri_2_LimbicA 0.225633693 122 cnx
## 212 rsfMRI_fcnxpro129_DefaultB_2_VisPeri 0.221075131 129 cnx
## 465 rsfMRI_fcnxpro134_LimbicA_2_SomMotA 0.220917442 134 cnx
## 314 rsfMRI_fcnxpro129_ContC_2_VisPeri 0.218842098 129 cnx
## 112 rsfMRI_fcnxpro122_TempPar_2_VisCent 0.217183612 122 cnx
## 691 rsfMRI_fcnxpro122_DorsAttnA_2_ContB 0.215994543 122 cnx
## 181 rsfMRI_fcnxpro122_DefaultB_2_ContB 0.215765733 122 cnx
## 82 rsfMRI_fcnxpro122_TempPar_2_ContA 0.214705801 122 cnx
## 215 rsfMRI_fcnxpro129_DefaultB_2_VisCent 0.214156283 129 cnx
## 923 rsfMRI_fcnxpro129_VisCent_2_SomMotA 0.213753086 129 cnx
## 399 rsfMRI_fcnxpro134_ContA_2_SalVentAttnB 0.212370669 134 cnx
## 312 rsfMRI_fcnxpro134_ContC_2_SomMotA 0.211995154 134 cnx
## 494 rsfMRI_fcnxpro129_LimbicB_2_LimbicA 0.211568909 129 cnx
## 676 rsfMRI_fcnxpro122_DorsAttnA_2_TempPar 0.210315149 122 cnx
## 740 rsfMRI_fcnxpro129_SomMotB_2_ContC 0.209868232 129 cnx
## 511 rsfMRI_fcnxpro122_LimbicB_2_SomMotB 0.209798001 122 cnx
## 801 rsfMRI_fcnxpro134_SomMotA_2_LimbicA 0.208867343 134 cnx
## 126 rsfMRI_fcnxpro134_DefaultC_2_DefaultA 0.208317545 134 cnx
## 451 rsfMRI_fcnxpro122_LimbicA_2_SalVentAttnA 0.207797892 122 cnx
## 241 rsfMRI_fcnxpro122_DefaultA_2_LimbicB 0.204466079 122 cnx
## 85 rsfMRI_fcnxpro122_TempPar_2_LimbicA 0.203474188 122 cnx
## 128 rsfMRI_fcnxpro129_DefaultC_2_ContC 0.200569404 129 cnx
## 187 rsfMRI_fcnxpro122_DefaultB_2_LimbicA 0.199104185 122 cnx
## 689 rsfMRI_fcnxpro129_DorsAttnA_2_ContC 0.199063751 129 cnx
## 260 rsfMRI_fcnxpro129_DefaultA_2_SomMotA 0.198987062 129 cnx
## 356 rsfMRI_fcnxpro129_ContB_2_DorsAttnA 0.198610926 129 cnx
## 406 rsfMRI_fcnxpro122_ContA_2_DorsAttnA 0.195641985 122 cnx
## 142 rsfMRI_fcnxpro122_DefaultC_2_SalVentAttnB 0.194689438 122 cnx
## 353 rsfMRI_fcnxpro129_ContB_2_DorsAttnB 0.193746539 129 cnx
## 183 rsfMRI_fcnxpro134_DefaultB_2_ContB 0.192844875 134 cnx
## 308 rsfMRI_fcnxpro129_ContC_2_SomMotB 0.192575691 129 cnx
## 587 rsfMRI_fcnxpro129_SalVentAttnA_2_ContC 0.192535818 129 cnx
## 620 rsfMRI_fcnxpro129_SalVentAttnA_2_VisPeri 0.189015728 129 cnx
## 659 rsfMRI_fcnxpro129_DorsAttnB_2_DorsAttnB 0.188240881 129 cnx
## 832 rsfMRI_fcnxpro122_VisPeri_2_DefaultC 0.187828901 122 cnx
## 621 rsfMRI_fcnxpro134_SalVentAttnA_2_VisPeri 0.186099796 134 cnx
## 158 rsfMRI_fcnxpro129_DefaultC_2_SomMotA 0.185773278 129 cnx
## 147 rsfMRI_fcnxpro134_DefaultC_2_SalVentAttnA 0.184436318 134 cnx
## 585 rsfMRI_fcnxpro134_SalVentAttnA_2_DefaultA 0.180853512 134 cnx
## 504 rsfMRI_fcnxpro134_LimbicB_2_SalVentAttnA 0.180057709 134 cnx
## 304 rsfMRI_fcnxpro122_ContC_2_DorsAttnA 0.177897198 122 cnx
## 824 rsfMRI_fcnxpro129_SomMotA_2_VisPeri 0.176255652 129 cnx
## 26 rsfMRI_fcnxpro129_LimbicA_mean 0.175821069 129 cnx
## 956 rsfMRI_fcnxpro129_LimbicA_mean 0.175821069 129 flf
## 1019 rsfMRI_fcnxpro129_LimbicA_mean 0.175821069 129 alf
## 721 rsfMRI_fcnxpro122_DorsAttnA_2_VisPeri 0.164908359 122 cnx
## 152 rsfMRI_fcnxpro129_DefaultC_2_DorsAttnA 0.164650292 129 cnx
## 288 rsfMRI_fcnxpro134_ContC_2_ContA 0.163235752 134 cnx
## 333 rsfMRI_fcnxpro134_ContB_2_ContC 0.157766919 134 cnx
## 193 rsfMRI_fcnxpro122_DefaultB_2_SalVentAttnB 0.155613041 122 cnx
## 499 rsfMRI_fcnxpro122_LimbicB_2_SalVentAttnB 0.154704170 122 cnx
## 238 rsfMRI_fcnxpro122_DefaultA_2_LimbicA 0.154657553 122 cnx
## 463 rsfMRI_fcnxpro122_LimbicA_2_SomMotA 0.152634408 122 cnx
## 168 rsfMRI_fcnxpro134_DefaultB_2_TempPar 0.151980642 134 cnx
## 653 rsfMRI_fcnxpro129_DorsAttnB_2_SalVentAttnB 0.151231164 129 cnx
## 502 rsfMRI_fcnxpro122_LimbicB_2_SalVentAttnA 0.150194391 122 cnx
## 728 rsfMRI_fcnxpro129_SomMotB_2_TempPar 0.146119914 129 cnx
## 50 rsfMRI_fcnxpro129_VisPeri_mean 0.145239294 129 cnx
## 980 rsfMRI_fcnxpro129_VisPeri_mean 0.145239294 129 flf
## 1043 rsfMRI_fcnxpro129_VisPeri_mean 0.145239294 129 alf
## 106 rsfMRI_fcnxpro122_TempPar_2_SomMotA 0.144444239 122 cnx
## 877 rsfMRI_fcnxpro122_VisPeri_2_VisCent 0.144231287 122 cnx
## 727 rsfMRI_fcnxpro122_SomMotB_2_TempPar 0.142816462 122 cnx
## 307 rsfMRI_fcnxpro122_ContC_2_SomMotB 0.140696838 122 cnx
## 779 rsfMRI_fcnxpro129_SomMotA_2_TempPar 0.140602414 129 cnx
## 38 rsfMRI_fcnxpro129_DorsAttnB_mean 0.140187058 129 cnx
## 968 rsfMRI_fcnxpro129_DorsAttnB_mean 0.140187058 129 flf
## 1031 rsfMRI_fcnxpro129_DorsAttnB_mean 0.140187058 129 alf
## 409 rsfMRI_fcnxpro122_ContA_2_SomMotB 0.139237806 122 cnx
## 213 rsfMRI_fcnxpro134_DefaultB_2_VisPeri 0.138601831 134 cnx
## 601 rsfMRI_fcnxpro122_SalVentAttnA_2_SalVentAttnB 0.136017702 122 cnx
## 395 rsfMRI_fcnxpro129_ContA_2_LimbicB 0.130510969 129 cnx
## 421 rsfMRI_fcnxpro122_LimbicA_2_TempPar 0.127389528 122 cnx
## 927 rsfMRI_fcnxpro134_VisCent_2_VisPeri 0.125545296 134 cnx
## 700 rsfMRI_fcnxpro122_DorsAttnA_2_LimbicB 0.125371251 122 cnx
## 871 rsfMRI_fcnxpro122_VisPeri_2_SomMotA 0.123443498 122 cnx
## 513 rsfMRI_fcnxpro134_LimbicB_2_SomMotB 0.121330799 134 cnx
## 364 rsfMRI_fcnxpro122_ContB_2_VisPeri 0.117243773 122 cnx
## 369 rsfMRI_fcnxpro134_ContB_2_VisCent 0.116535725 134 cnx
## 501 rsfMRI_fcnxpro134_LimbicB_2_SalVentAttnB 0.110755322 134 cnx
## 878 rsfMRI_fcnxpro129_VisPeri_2_VisCent 0.110366900 129 cnx
## 603 rsfMRI_fcnxpro134_SalVentAttnA_2_SalVentAttnB 0.108164084 134 cnx
## 107 rsfMRI_fcnxpro129_TempPar_2_SomMotA 0.107568417 129 cnx
## 227 rsfMRI_fcnxpro129_DefaultA_2_DefaultA 0.104537488 129 cnx
## 60 rsfMRI_fcnxpro134_DefaultMode_mean 0.104068394 134 cnx
## 990 rsfMRI_fcnxpro134_DefaultMode_mean 0.104068394 134 flf
## 1053 rsfMRI_fcnxpro134_DefaultMode_mean 0.104068394 134 alf
## 608 rsfMRI_fcnxpro129_SalVentAttnA_2_DorsAttnB 0.101289594 129 cnx
## 434 rsfMRI_fcnxpro129_LimbicA_2_ContC 0.100678404 129 cnx
## 125 rsfMRI_fcnxpro129_DefaultC_2_DefaultA 0.098785664 129 cnx
## 799 rsfMRI_fcnxpro122_SomMotA_2_LimbicA 0.098233814 122 cnx
## 577 rsfMRI_fcnxpro122_SalVentAttnA_2_DefaultC 0.096331370 122 cnx
## 907 rsfMRI_fcnxpro122_VisCent_2_SalVentAttnB 0.092890422 122 cnx
## 593 rsfMRI_fcnxpro129_SalVentAttnA_2_ContA 0.092857839 129 cnx
## 644 rsfMRI_fcnxpro129_DorsAttnB_2_ContA 0.091991448 129 cnx
## 557 rsfMRI_fcnxpro129_SalVentAttnB_2_DorsAttnB 0.089612623 129 cnx
## 299 rsfMRI_fcnxpro129_ContC_2_SalVentAttnA 0.087449173 129 cnx
## 641 rsfMRI_fcnxpro129_DorsAttnB_2_ContB 0.086355730 129 cnx
## 305 rsfMRI_fcnxpro129_ContC_2_DorsAttnA 0.085407116 129 cnx
## 368 rsfMRI_fcnxpro129_ContB_2_VisCent 0.084820457 129 cnx
## 879 rsfMRI_fcnxpro134_VisPeri_2_VisCent 0.084041289 134 cnx
## 460 rsfMRI_fcnxpro122_LimbicA_2_SomMotB 0.083180303 122 cnx
## 751 rsfMRI_fcnxpro122_SomMotB_2_LimbicB 0.082630907 122 cnx
## 579 rsfMRI_fcnxpro134_SalVentAttnA_2_DefaultC 0.079289611 134 cnx
## 323 rsfMRI_fcnxpro129_ContB_2_DefaultC 0.077723417 129 cnx
## 764 rsfMRI_fcnxpro129_SomMotB_2_DorsAttnA 0.076463689 129 cnx
## 481 rsfMRI_fcnxpro122_LimbicB_2_DefaultA 0.072082186 122 cnx
## 492 rsfMRI_fcnxpro134_LimbicB_2_ContA 0.069916413 134 cnx
## 358 rsfMRI_fcnxpro122_ContB_2_SomMotB 0.068233375 122 cnx
## 365 rsfMRI_fcnxpro129_ContB_2_VisPeri 0.067261305 129 cnx
## 753 rsfMRI_fcnxpro134_SomMotB_2_LimbicB 0.066755784 134 cnx
## 137 rsfMRI_fcnxpro129_DefaultC_2_LimbicA 0.066622544 129 cnx
## 84 rsfMRI_fcnxpro134_TempPar_2_ContA 0.065707645 134 cnx
## 447 rsfMRI_fcnxpro134_LimbicA_2_LimbicB 0.063811880 134 cnx
## 466 rsfMRI_fcnxpro122_LimbicA_2_VisPeri 0.059177921 122 cnx
## 129 rsfMRI_fcnxpro134_DefaultC_2_ContC 0.058729211 134 cnx
## 555 rsfMRI_fcnxpro134_SalVentAttnB_2_SalVentAttnA 0.056207829 134 cnx
## 216 rsfMRI_fcnxpro134_DefaultB_2_VisCent 0.055369120 134 cnx
## 863 rsfMRI_fcnxpro129_VisPeri_2_DorsAttnB 0.053844793 129 cnx
## 359 rsfMRI_fcnxpro129_ContB_2_SomMotB 0.052217021 129 cnx
## 680 rsfMRI_fcnxpro129_DorsAttnA_2_DefaultC 0.047130173 129 cnx
## 456 rsfMRI_fcnxpro134_LimbicA_2_DorsAttnB 0.046917191 134 cnx
## 614 rsfMRI_fcnxpro129_SalVentAttnA_2_SomMotB 0.046700280 129 cnx
## 146 rsfMRI_fcnxpro129_DefaultC_2_SalVentAttnA 0.046638194 129 cnx
## 53 rsfMRI_fcnxpro129_VisCent_mean 0.046251416 129 cnx
## 983 rsfMRI_fcnxpro129_VisCent_mean 0.046251416 129 flf
## 1046 rsfMRI_fcnxpro129_VisCent_mean 0.046251416 129 alf
## 448 rsfMRI_fcnxpro122_LimbicA_2_SalVentAttnB 0.045285581 122 cnx
## 101 rsfMRI_fcnxpro129_TempPar_2_DorsAttnA 0.043825358 129 cnx
## 838 rsfMRI_fcnxpro122_VisPeri_2_DefaultA 0.041791418 122 cnx
## 851 rsfMRI_fcnxpro129_VisPeri_2_LimbicA 0.041099534 129 cnx
## 518 rsfMRI_fcnxpro129_LimbicB_2_VisPeri 0.040982687 129 cnx
## 865 rsfMRI_fcnxpro122_VisPeri_2_DorsAttnA 0.040874105 122 cnx
## 8 rsfMRI_fcnxpro129_DefaultC_mean 0.040540221 129 cnx
## 938 rsfMRI_fcnxpro129_DefaultC_mean 0.040540221 129 flf
## 1001 rsfMRI_fcnxpro129_DefaultC_mean 0.040540221 129 alf
## 706 rsfMRI_fcnxpro122_DorsAttnA_2_SalVentAttnA 0.033984559 122 cnx
## 242 rsfMRI_fcnxpro129_DefaultA_2_LimbicB 0.033178408 129 cnx
## 845 rsfMRI_fcnxpro129_VisPeri_2_ContB 0.031535914 129 cnx
## 113 rsfMRI_fcnxpro129_TempPar_2_VisCent 0.029903240 129 cnx
## 595 rsfMRI_fcnxpro122_SalVentAttnA_2_LimbicA 0.025209581 122 cnx
## 745 rsfMRI_fcnxpro122_SomMotB_2_ContA 0.022201942 122 cnx
## 734 rsfMRI_fcnxpro129_SomMotB_2_DefaultB 0.020313169 129 cnx
## 605 rsfMRI_fcnxpro129_SalVentAttnA_2_SalVentAttnA 0.017833442 129 cnx
## 571 rsfMRI_fcnxpro122_SalVentAttnB_2_VisCent 0.017285770 122 cnx
## 138 rsfMRI_fcnxpro134_DefaultC_2_LimbicA 0.014518386 134 cnx
## 888 rsfMRI_fcnxpro134_VisCent_2_DefaultB 0.012832249 134 cnx
## 687 rsfMRI_fcnxpro134_DorsAttnA_2_DefaultA 0.011444506 134 cnx
## 663 rsfMRI_fcnxpro134_DorsAttnB_2_DorsAttnA 0.009288172 134 cnx
## 704 rsfMRI_fcnxpro129_DorsAttnA_2_SalVentAttnB 0.008326874 129 cnx
## 874 rsfMRI_fcnxpro122_VisPeri_2_VisPeri 0.007080126 122 cnx
## 896 rsfMRI_fcnxpro129_VisCent_2_ContB 0.003796569 129 cnx
## 921 rsfMRI_fcnxpro134_VisCent_2_SomMotB 0.000123758 134 cnxhow does site impact image quality
higher scores are better
a few sites are lower quality
a few subjects exhibit lower quality (consistently)
raw ICC for ROI representation
how many ROIs fall in each category of ICC
Do SiMLR-derived IDPs improve reliability? training testing paradigm across sites
train simlr on each of top quality sites
association of T1-derived IDPs and rsfMRI IDPs
default parameters for SiMLR (regression and ICA)
test on each other site
- just means projecting the IDPs onto the SiMLR bases for both T1 and rsfMRI
this lets us look at ICC in the simlr space
- shows that SiMLR latent space (generally) improves ICC over raw ROI representation
## [1] "USE SITE: COI"## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs produced## [1] "USE SITE: HKH"
## [1] "USE SITE: SWA"
## [1] "USE SITE: ATT"
## [1] "USE SITE: ATV"
## [1] "USE SITE: YC2"## Warning in sqrt(ICC3 * (1 - ICC3)): NaNs producedraw simlr ICC values
simlr ICC interpretation
simple t-test between two representations
## [1] "T-test of SiMLR vs ROI representation: T1 IDPs"##
## Welch Two Sample t-test
##
## data: myiccsimlr[t1sel2, "icc"] and myiccs[t1sel1, "icc"]
## t = 4.6992, df = 138.37, p-value = 6.234e-06
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
## 0.03413879 0.08373654
## sample estimates:
## mean of x mean of y
## 0.9568000 0.8978623## [1] "T-test of SiMLR vs ROI representation: rsfMRI IDPs"##
## Welch Two Sample t-test
##
## data: myiccsimlr[rssel2, "icc"] and myiccs[rssel1, "icc"]
## t = 4.1714, df = 48.279, p-value = 0.0001253
## alternative hypothesis: true difference in means is not equal to 0
## 95 percent confidence interval:
## 0.08607401 0.24621611
## sample estimates:
## mean of x mean of y
## 0.6155301 0.4493850Summary tabSimlr vs ROIs: ICC IDP reliability in T1w
Summary tabSimlr vs ROIs: ICC IDP reliability in rsfMRI network connectivity
rsfMRI measurements are inter and intra network connectivity between the canonical functional networks
default mode
salience
frontoparietal task control
…
